{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a64796c6-ed70-4a57-a72b-1d109ad86900",
   "metadata": {},
   "outputs": [],
   "source": [
    "from data_proc import *\n",
    "import librosa\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import os\n",
    "import torch.nn as nn\n",
    "from torch.nn.utils.rnn import pad_sequence, pack_padded_sequence, pad_packed_sequence\n",
    "import torch.optim as optim\n",
    "from train import * \n",
    "import soundfile as sf\n",
    "import yaml\n",
    "import soundfile as sf\n",
    "import IPython.display as ipd\n",
    "\n",
    "\n",
    "import sys\n",
    "sys.path.append('./hifigan')\n",
    "from hifigan_model import*\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d32a7d84-2d34-4f38-b88d-e641a620bae0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#dataloader, phone_dict  = get_DataLoader()\n",
    "dataloader, val_dataloader, phone_dict = get_train_val_DataLoader()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "806f19a4-14e7-4132-b3f1-233cfb7a3d85",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取一个批次的数据\n",
    "data_iter = iter(dataloader)\n",
    "batch = next(data_iter)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3bc3d314-ba22-4f93-b958-cc4fed0e92c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# # 打印检查数据\n",
    "# print(\"Mel Spectrogram Shape:\", batch['mel_spec'].shape)\n",
    "# print(\"Phones:\", batch['phones'])\n",
    "# print(\"Pitches:\", batch['pitches'])\n",
    "# print(\"Energies:\", batch['energies'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c70fc4ba-8ba9-4a1b-bac6-e29a44610c04",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/miniconda3/lib/python3.10/site-packages/torch/nn/utils/weight_norm.py:30: UserWarning: torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\n",
      "  warnings.warn(\"torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\")\n"
     ]
    }
   ],
   "source": [
    "generator, config = get_generator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "38248c6d-89d2-4582-a067-18819db3a354",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output = generator(torch.tensor(batch[0]['mel_spec']))\n",
    "mel_spec_2_wav(output, config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "19487a92-ea07-44bb-8b49-03f01ec0ea56",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "339da4f4-8944-47a8-bcfb-ca297ce769eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3290/1354969680.py:5: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
      "  train2 = torch.tensor(mel_spectrogram_tensor)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_file = 'Data/Wave/000001.wav'\n",
    "y, sr = librosa.load(test_file, sr=22050)\n",
    "mel_spectrogram = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=1024, hop_length=256, win_length=1024, n_mels=80)\n",
    "mel_spectrogram_tensor = torch.from_numpy(mel_spectrogram).unsqueeze(0).to(torch.float32)\n",
    "train2 = torch.tensor(mel_spectrogram_tensor)\n",
    "output = generator(train2)\n",
    "mel_spec_2_wav(output, config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0b06318a-104a-4801-9868-529219e19dfb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "10d79afa-1d76-46bf-b941-5374cdb249f1",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c5c4180a-e7a4-4c6a-bfca-e4e0523f9307",
   "metadata": {},
   "source": [
    "这里遇到了第一个比较需要思考的问题.mel频谱图的长度肯定是不一样的.为了将不同长度的mel频谱图应用到同一个batch里,需要进行动态填充."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3c540b0a-0b9a-4f90-8596-ee17c3ded7ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Encoder(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, latent_dim):\n",
    "        super(Encoder, self).__init__()\n",
    "        self.fc1 = nn.Linear(input_dim, hidden_dim)\n",
    "        self.fc2_mu = nn.Linear(hidden_dim, latent_dim)\n",
    "        self.fc2_logvar = nn.Linear(hidden_dim, latent_dim)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        h = torch.relu(self.fc1(x))\n",
    "        return self.fc2_mu(h), self.fc2_logvar(h)\n",
    "\n",
    "class Decoder(nn.Module):\n",
    "    def __init__(self, latent_dim, hidden_dim, output_dim):\n",
    "        super(Decoder, self).__init__()\n",
    "        self.fc1 = nn.Linear(latent_dim, hidden_dim)\n",
    "        self.fc2 = nn.Linear(hidden_dim, output_dim)\n",
    "    \n",
    "    def forward(self, z):\n",
    "        h = torch.relu(self.fc1(z))\n",
    "        return self.fc2(h)\n",
    "\n",
    "class VAE(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, latent_dim, output_dim):\n",
    "        super(VAE, self).__init__()\n",
    "        self.encoder = Encoder(input_dim, hidden_dim, latent_dim)\n",
    "        self.decoder = Decoder(latent_dim, hidden_dim, output_dim)\n",
    "    \n",
    "    def reparameterize(self, mu, logvar):\n",
    "        std = torch.exp(0.5 * logvar)\n",
    "        eps = torch.randn_like(std)\n",
    "        return mu + eps * std\n",
    "    \n",
    "    def forward(self, x):\n",
    "        mu, logvar = self.encoder(x)\n",
    "        z = self.reparameterize(mu, logvar)\n",
    "        return self.decoder(z), mu, logvar\n",
    "\n",
    "# 模型参数\n",
    "input_dim = 3  # 示例输入维度（音素、音高、能量）\n",
    "hidden_dim = 256\n",
    "latent_dim = 64\n",
    "output_dim = 80  # mel 频谱的频带数\n",
    "\n",
    "model = VAE(input_dim, hidden_dim, latent_dim, output_dim)\n",
    "mse_loss = nn.MSELoss()\n",
    "optimizer = optim.Adam(model.parameters(), lr=0.0001)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "011652be-73b6-44b1-a0eb-44377c337112",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d12bb4b3-d55a-40be-aef5-84cd00ee1009",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_epochs = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6b969c33-4147-4686-b8c4-73611786f8e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1/1], Total Loss: 1664.8977, Reconstruction Loss: 43.1457, KL Loss: 1621.7521\n",
      "Validation - Epoch [1/1], Total Loss: 110.1359, Reconstruction Loss: 43.5842, KL Loss: 66.5517\n"
     ]
    }
   ],
   "source": [
    "# 学习率调度器 (可选)\n",
    "scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=10, gamma=0.1)\n",
    "\n",
    "for epoch in range(num_epochs):\n",
    "    model.train()\n",
    "    total_loss = 0\n",
    "    total_reconstruction_loss = 0\n",
    "    total_kl_loss = 0\n",
    "    \n",
    "    for batch in dataloader:\n",
    "        # 获取填充后的批数据\n",
    "        padded_mel_spectrograms, padded_phonemes, padded_pitches, padded_energies, lengths, mask = get_padding_batch_data(batch, normalize=True)\n",
    "\n",
    "        # 构建输入张量\n",
    "        inputs = torch.stack([padded_phonemes, padded_pitches, padded_energies], dim=-1).float()\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        # 前向传播\n",
    "        outputs, mu, logvar = model(inputs)\n",
    "\n",
    "        # 计算重建损失\n",
    "        reconstruction_loss = mse_loss(outputs, padded_mel_spectrograms)\n",
    "\n",
    "        # 计算KL散度损失\n",
    "        kl_loss = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "\n",
    "        # 总损失\n",
    "        loss = reconstruction_loss + kl_loss\n",
    "\n",
    "        # 反向传播和优化\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        # 累积损失\n",
    "        total_loss += loss.item()\n",
    "        total_reconstruction_loss += reconstruction_loss.item()\n",
    "        total_kl_loss += kl_loss.item()\n",
    "\n",
    "    # 学习率调度器更新（可选）\n",
    "    scheduler.step()\n",
    "\n",
    "    # 打印每个epoch的损失\n",
    "    print(f'Epoch [{epoch+1}/{num_epochs}], '\n",
    "          f'Total Loss: {total_loss/len(dataloader):.4f}, '\n",
    "          f'Reconstruction Loss: {total_reconstruction_loss/len(dataloader):.4f}, '\n",
    "          f'KL Loss: {total_kl_loss/len(dataloader):.4f}')\n",
    "    \n",
    "    # 可选：保存模型\n",
    "    torch.save(model.state_dict(), f'model_epoch_{epoch+1}.pth')\n",
    "\n",
    "    # 可选：在每个epoch结束后进行评估\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        val_total_loss = 0\n",
    "        val_total_reconstruction_loss = 0\n",
    "        val_total_kl_loss = 0\n",
    "        for batch in val_dataloader:\n",
    "            # 获取填充后的批数据\n",
    "            padded_mel_spectrograms, padded_phonemes, padded_pitches, padded_energies, lengths, mask = get_padding_batch_data(batch, normalize=True)\n",
    "\n",
    "            # 构建输入张量\n",
    "            inputs = torch.stack([padded_phonemes, padded_pitches, padded_energies], dim=-1).float()\n",
    "\n",
    "            # 前向传播\n",
    "            outputs, mu, logvar = model(inputs)\n",
    "\n",
    "            # 计算重建损失\n",
    "            reconstruction_loss = mse_loss(outputs, padded_mel_spectrograms)\n",
    "\n",
    "            # 计算KL散度损失\n",
    "            kl_loss = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "\n",
    "            # 总损失\n",
    "            loss = reconstruction_loss + kl_loss\n",
    "\n",
    "            # 累积损失\n",
    "            val_total_loss += loss.item()\n",
    "            val_total_reconstruction_loss += reconstruction_loss.item()\n",
    "            val_total_kl_loss += kl_loss.item()\n",
    "\n",
    "        # 打印每个epoch的验证损失\n",
    "        print(f'Validation - Epoch [{epoch+1}/{num_epochs}], '\n",
    "              f'Total Loss: {val_total_loss/len(val_dataloader):.4f}, '\n",
    "              f'Reconstruction Loss: {val_total_reconstruction_loss/len(val_dataloader):.4f}, '\n",
    "              f'KL Loss: {val_total_kl_loss/len(val_dataloader):.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f186cdb8-9176-4503-bfc3-01398d10135f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3e82a9c5-ee09-4871-a7ac-ceed37254af1",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = torch.stack([\n",
    "    torch.tensor(batch[0]['phones']),\n",
    "    torch.tensor(batch[0]['pitches']),\n",
    "    torch.tensor(batch[0]['energies']),\n",
    "]).float().view(-1, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "79cb3a24-fc3f-4fe2-a687-e9d9eb796fd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs, mu, logvar = model(test)\n",
    "output = generator(outputs.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "397b1dcf-3c15-4a38-8d5d-1b7d2130cb0f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9d5c6c40-b72f-48eb-b038-06ad5a99538f",
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mel_spec_2_wav(output, config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26cafb3f-8e1e-4e36-9a48-08343524674d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "746f79fb-3aef-45bd-ac66-7378d9dfc4f2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1242ab34-ac82-4dc1-9475-7c061ebc4cec",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c16401eb-a144-40d2-9c43-07445dd0bf0f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb7021f9-8fad-4639-a7d2-cde79e99445d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3411ab12-6f15-4f86-8cc5-491bc5ef9bcd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(2023.7126, grad_fn=<MseLossBackward0>)\n",
      "Epoch [1/1], Loss: 15505.2598\n"
     ]
    }
   ],
   "source": [
    "\n",
    "num_epochs = 1\n",
    "for epoch in range(num_epochs):\n",
    "    for batch in dataloader:\n",
    "        padded_mel_spectrograms, padded_phonemes, padded_pitches, padded_energies, lengths, mask = get_padding_batch_data(batch, normalize = True)\n",
    "\n",
    "        inputs = torch.stack([padded_phonemes, padded_pitches, padded_energies], dim=-1).float()\n",
    "\n",
    "        model.train()\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        outputs, mu, logvar = model(inputs)\n",
    "        #print(outputs, mu, logvar)\n",
    "\n",
    "        # 转换输出以匹配 mel 频谱的维度\n",
    "        # 假设模型输出维度为 (batch, n, output_dim)，需要调整为 (batch, output_dim, n)但是现在看来不需要了\n",
    "        # outputs = outputs.permute(0, 2, 1)\n",
    "\n",
    "        reconstruction_loss = mse_loss(outputs, padded_mel_spectrograms)\n",
    "\n",
    "        kl_loss = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "\n",
    "        # 总损失\n",
    "        loss = reconstruction_loss + kl_loss\n",
    "        \n",
    "        # 反向传播和优化\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "    print(f'Epoch [{epoch+1}/{num_epochs}], Loss: {loss.item():.4f}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2939bd9c-24d9-4478-a0df-d79f601ba40f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f855dcb-303b-4bd2-8269-d46ddc2bb975",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3bcc2be-806f-4187-9528-234b41a1bb9e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
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 },
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